DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Evaluation of present-day extreme precipitation over the United States: an inter-comparison of convection and dynamic permitting configurations of E3SMv1

Journal Article · · Environmental Research. Climate

Abstract Accurate simulation of the present-day characteristics of mean and extreme precipitation at regional scales remains a challenge for Earth system models, which is due in part to deficiencies in model physics such as convective parameterization (CP), and coarse resolution. High horizontal resolution (HR, ∼25 km) and multiscale modeling framework (MMF, i.e. replacing conventional CP with embedded km-scale cloud-resolving models) are two promising directions that could help improve the interaction between subgrid-scale physical processes and large-scale climate. Here, we evaluate simulated extreme precipitation over the United States (US) across three configurations (i.e. low-resolution [LR], HR, and MMF) of the Energy Exascale Earth System Model (E3SMv1) and intercompare them against two gridded observation datasets (climate prediction center daily US precipitation and integrated multi-satellite retrievals for global precipitation measurement). We assess the model’s ability to simulate very heavy seasonal precipitation (illustrated by the difference between the 99th and 90th percentile values) as well as the spatial distributions of several extreme precipitation indices defined by the expert team on climate change detection and indices. Our results show that both the dry (i.e. consecutive dry days (CDD)) and wet (i.e. consecutive wet days, maximum 5 day precipitation, and very wet days) extremes evaluated herein show some improvement as well as degradation with MMF and HR relative to LR. These results vary across seasons and US subregions. For instance, only the very heavy precipitation of winter is improved with MMF and HR. Both configurations alleviate the well-known drizzling bias evident in LR across both winter and summer in many parts of the US, largely due to the overall improvement in intensity and frequency of precipitation. Additionally, our results suggest that while E3SMv1-MMF has higher intensity rates when it does rain, it has too many CDD during the summer, contributing to a low mean precipitation bias.

Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-07NA27344; SC0016605
OSTI ID:
2228516
Alternate ID(s):
OSTI ID: 2352750; OSTI ID: 2217678
Journal Information:
Environmental Research. Climate, Journal Name: Environmental Research. Climate Journal Issue: 1 Vol. 3; ISSN 2752-5295
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (45)

Seasonal representation of extreme precipitation indices over the United States in CMIP6 present-day simulations journal August 2020
The Convective‐To‐Total Precipitation Ratio and the “Drizzling” Bias in Climate Models journal August 2021
A cloud resolving model as a cloud parameterization in the NCAR Community Climate System Model: Preliminary results journal September 2001
Rainfall From Resolved Rather Than Parameterized Processes Better Represents the Present‐Day and Climate Change Response of Moderate Rates in the Community Atmosphere Model journal April 2018
“Super-parameterization”: A better way to simulate regional extreme precipitation?: SUPER PARAMETERIZATION FOR EXTREME PRECIPITATION SIMULATIONS journal February 2012
Precipitation characteristics of CAM5 physics at mesoscale resolution during MC3E and the impact of convective timescale choice journal December 2014
An Overview of the Atmospheric Component of the Energy Exascale Earth System Model journal August 2019
First- and Second-Order Conservative Remapping Schemes for Grids in Spherical Coordinates journal September 1999
Cloud Resolving Modeling of the ARM Summer 1997 IOP: Model Formulation, Results, Uncertainties, and Sensitivities journal February 2003
Sensitivity of U.S. summer precipitation to model resolution and convective parameterizations across gray zone resolutions: Sensitivity Across Gray Zone Resolutions journal March 2017
Towards Direct Simulation of Future Tropical Cyclone Statistics in a High-Resolution Global Atmospheric Model journal January 2010
Heavy Precipitation Events in a Warmer Climate: Results from CMIP5 Models journal October 2013
Probabilistic assessment and projections of US weather and climate risks and economic damages journal November 2019
Changes in precipitation with climate change journal March 2011
Assessing Biases and Climate Implications of the Diurnal Precipitation Cycle in Climate Models journal July 2021
How Often Does It Really Rain? journal February 2018
CMIP5 Scientific Gaps and Recommendations for CMIP6 journal January 2017
Evaluation of CMIP6 models in simulating the statistics of extreme precipitation over Eastern Africa journal June 2021
Exploring a Lower‐Resolution Physics Grid in CAM‐SE‐CSLAM journal July 2019
Impact of horizontal resolution on climate model forecasts of tropical precipitation and diabatic heating for the TWP-ICE period journal January 2010
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Advanced Two-Moment Bulk Microphysics for Global Models. Part II: Global Model Solutions and Aerosol–Cloud Interactions journal February 2015
Orogenic Propagating Precipitation Systems over the United States in a Global Climate Model with Embedded Explicit Convection journal August 2011
On the Verification and Comparison of Extreme Rainfall Indices from Climate Models journal April 2008
Improved simulation of extreme precipitation in a high-resolution atmosphere model: EXTREME PRECIPITATION AT HIGH RESOLUTION journal November 2013
Convergence of aqua-planet simulations with increasing resolution in the Community Atmospheric Model, Version 3 journal January 2008
Indices for monitoring changes in extremes based on daily temperature and precipitation data: Indices for monitoring changes in extremes journal October 2011
Evaluation of historical CMIP6 model simulations of extreme precipitation over contiguous US regions journal September 2020
A Review of Global Precipitation Data Sets: Data Sources, Estimation, and Intercomparisons journal January 2018
The Changing Character of Twenty-First-Century Precipitation over the Western United States in the Variable-Resolution CESM journal September 2017
Initial Results From the Super‐Parameterized E3SM journal January 2020
Assessing Two Approaches for Enhancing the Range of Simulated Scales in the E3SMv1 and the Impact on the Character of Hourly US Precipitation journal February 2022
The DOE E3SM Coupled Model Version 1: Overview and Evaluation at Standard Resolution journal July 2019
Robustness and sensitivities of central U.S. summer convection in the super-parameterized CAM: Multi-model intercomparison with a new regional EOF index: U.S. CONVECTION IN SP-CAM: A NEW EOF INDEX journal June 2013
Evaluation of Daily Precipitation Extremes in Reanalysis and Gridded Observation‐Based Data Sets Over Germany journal September 2020
Comparative analysis of CMIP3 and CMIP5 global climate models for simulating the daily mean, maximum, and minimum temperatures and daily precipitation over China: ASSESSMENT OF CMIP3 AND CMIP5 OVER CHINA journal May 2015
Heavy precipitation events over the Euro-Mediterranean region in a warmer climate: results from CMIP5 models journal November 2014
Daily evaluation of 26 precipitation datasets using Stage-IV gauge-radar data for the CONUS journal January 2019
Mesoscale Convective Systems in a Superparameterized E3SM Simulation at High Resolution journal December 2021
Resolution Requirements for the Simulation of Deep Moist Convection journal October 2003
Separating Physics and Dynamics Grids for Improved Computational Efficiency in Spectral Element Earth System Models journal June 2021
Evaluating Diurnal and Semi-Diurnal Cycle of Precipitation in CMIP6 Models Using Satellite- and Ground-Based Observations journal January 2021
Climate extremes indices in the CMIP5 multimodel ensemble: Part 1. Model evaluation in the present climate: CLIMATE EXTREMES INDICES IN CMIP5 journal February 2013
Evaluating the Simulation of CONUS Precipitation by Storm Type in E3SM journal June 2023
GPM IMERG Final Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V06 dataset January 2019